{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "黄金的价格和持仓量"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "黄金期货价格数据：              日期     开盘价     最高价     最低价     收盘价     成交量     持仓量   动态结算价\n",
      "222  2025-02-10  670.50  679.50  668.20  679.08  371683  201628  673.66\n",
      "223  2025-02-11  682.22  691.76  679.84  685.74  411548  193611  684.58\n",
      "224  2025-02-12  680.00  685.12  677.00  681.22  354672  184046  681.42\n",
      "225  2025-02-13  679.72  686.48  675.12  684.56  359774  186366  681.68\n",
      "226  2025-02-14  685.72  688.66  683.86  688.40  254378  190905  686.22\n",
      "227  2025-02-17  686.02  686.56  674.34  677.10  444372  174667  679.44\n",
      "228  2025-02-18  678.00  683.88  677.20  682.82  200400  177308  679.72\n",
      "229  2025-02-19  684.36  690.24  683.60  687.80  261476  179507  686.72\n",
      "230  2025-02-20  688.50  690.46  684.18  690.00  289045  178647  688.14\n",
      "231  2025-02-21  688.00  689.00  681.82  684.44  384739  170792  685.74\n",
      "232  2025-02-24  684.80  686.90  682.20  685.98  310621  167268  684.68\n",
      "233  2025-02-25  688.04  689.66  683.88  685.58  294169  157636  686.94\n",
      "234  2025-02-26  683.78  686.54  674.60  679.42  436896  128465  681.02\n",
      "235  2025-02-27  682.50  683.78  676.72  678.52   89442  139767  680.02\n",
      "236  2025-02-28  676.50  679.54  673.08  673.48   91848  138459  676.42\n",
      "237  2025-03-03  672.00  674.46  666.96  673.98  111016  134870  670.84\n",
      "238  2025-03-04  676.18  680.26  674.52  678.38   76196  139064  677.38\n",
      "239  2025-03-05  684.50  684.50  679.64  683.90  111033  148889  682.24\n",
      "240  2025-03-06  683.00  683.54  677.46  682.40  100393  152376  681.28\n",
      "241  2025-03-07  678.66  682.48  678.48  681.24  106443  156546  680.22\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "debce3d0ac6e4989924d07c24e6903a0",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "  0%|          | 0/3 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "黄金库存量数据：         序号          日期  COMEX黄金库存量-吨  COMEX黄金库存量-盎司\n",
      "1226  1227  2025-02-06   1053.183999   3.386063e+07\n",
      "1227  1228  2025-02-07   1076.038035   3.459540e+07\n",
      "1228  1229  2025-02-10   1103.945114   3.549263e+07\n",
      "1229  1230  2025-02-11   1123.107032   3.610870e+07\n",
      "1230  1231  2025-02-12   1133.856125   3.645429e+07\n",
      "1231  1232  2025-02-13   1152.565236   3.705581e+07\n",
      "1232  1233  2025-02-14   1164.773956   3.744832e+07\n",
      "1233  1234  2025-02-18   1169.742885   3.760808e+07\n",
      "1234  1235  2025-02-19   1181.407147   3.798309e+07\n",
      "1235  1236  2025-02-20   1191.713986   3.831447e+07\n",
      "1236  1237  2025-02-21   1200.299057   3.859048e+07\n",
      "1237  1238  2025-02-24   1207.160271   3.881108e+07\n",
      "1238  1239  2025-02-25   1209.376551   3.888233e+07\n",
      "1239  1240  2025-02-26   1211.829688   3.896120e+07\n",
      "1240  1241  2025-02-27   1215.161010   3.906830e+07\n",
      "1241  1242  2025-02-28   1221.172361   3.926157e+07\n",
      "1242  1243  2025-03-03   1225.918132   3.941415e+07\n",
      "1243  1244  2025-03-04   1227.171912   3.945446e+07\n",
      "1244  1245  2025-03-05   1233.962045   3.967277e+07\n",
      "1245  1246  2025-03-06   1233.881460   3.967018e+07\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1400x700 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import akshare as ak\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import datetime\n",
    "\n",
    "# 获取当前日期和过去一年的时间范围\n",
    "end_date = datetime.datetime.now()\n",
    "start_date = (end_date - datetime.timedelta(days=365))  # 最近一年的日期范围\n",
    "\n",
    "# 转换为字符串格式\n",
    "start_date_str = start_date.strftime('%Y%m%d')\n",
    "end_date_str = end_date.strftime('%Y%m%d')\n",
    "\n",
    "# 获取黄金期货价格数据\n",
    "gold_price_data = ak.futures_main_sina(symbol=\"AU0\", start_date=start_date_str, end_date=end_date_str)\n",
    "print(\"黄金期货价格数据：\", gold_price_data.tail(20))\n",
    "\n",
    "# 确保日期列是 datetime 类型\n",
    "gold_price_data['日期'] = pd.to_datetime(gold_price_data['日期'])\n",
    "gold_price_data.set_index('日期', inplace=True)\n",
    "\n",
    "# 获取黄金库存量数据（COMEX）\n",
    "gold_inventory_data = ak.futures_comex_inventory(symbol=\"黄金\")\n",
    "print(\"黄金库存量数据：\", gold_inventory_data.tail(20))\n",
    "\n",
    "# 确保库存量数据的日期列是 datetime 类型\n",
    "gold_inventory_data['日期'] = pd.to_datetime(gold_inventory_data['日期'])\n",
    "# 合并黄金价格和库存数据\n",
    "data = pd.merge(gold_price_data[['收盘价']], gold_inventory_data[['日期', 'COMEX黄金库存量-吨']], on='日期', how='inner')\n",
    "gold_inventory_data.set_index('日期', inplace=True)\n",
    "\n",
    "\n",
    "\n",
    "# 绘制黄金价格与库存量图表\n",
    "fig, ax1 = plt.subplots(figsize=(14, 7))\n",
    "\n",
    "# 绘制黄金期货价格\n",
    "ax1.plot(data['日期'], data['收盘价'], label='黄金价格', color='gold', linestyle='-', marker='o')\n",
    "ax1.set_xlabel('日期')\n",
    "ax1.set_ylabel('黄金价格 (美元/盎司)', color='gold')\n",
    "ax1.tick_params(axis='y', labelcolor='gold')\n",
    "\n",
    "# 创建第二个y轴绘制黄金库存量\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(data['日期'], data['COMEX黄金库存量-吨'], label='黄金库存量', color='blue', linestyle='-', marker='x')\n",
    "ax2.set_ylabel('黄金库存量 (盎司)', color='blue')\n",
    "ax2.tick_params(axis='y', labelcolor='blue')\n",
    "\n",
    "# 设置标题和图例\n",
    "ax1.set_title('黄金COMEX价格和库存量（最近一年）', fontsize=16)\n",
    "ax1.legend(loc='upper left', bbox_to_anchor=(0, 1), ncol=2)\n",
    "ax2.legend(loc='upper left', bbox_to_anchor=(0, 0.9), ncol=2)\n",
    "\n",
    "# 显示图表\n",
    "fig.tight_layout()  # 调整布局避免重叠\n",
    "plt.xticks(rotation=45)  # 旋转x轴标签\n",
    "plt.grid(True)\n",
    "plt.show()\n"
   ]
  }
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